Trust Region Policy Optimization

19 Feb 2015John SchulmanSergey LevinePhilipp MoritzMichael I. JordanPieter Abbeel

We describe an iterative procedure for optimizing policies, with guaranteed monotonic improvement. By making several approximations to the theoretically-justified procedure, we develop a practical algorithm, called Trust Region Policy Optimization (TRPO)... (read more)

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